{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!pip install torch_geometric"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zjjpHXM7G847",
        "outputId": "373a1337-9314-450d-f6ba-8572175810da"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: torch_geometric in /usr/local/lib/python3.10/dist-packages (2.3.1)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (4.65.0)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (1.23.5)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (1.10.1)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (3.1.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (2.31.0)\n",
            "Requirement already satisfied: pyparsing in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (3.1.1)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (1.2.2)\n",
            "Requirement already satisfied: psutil>=5.8.0 in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (5.9.5)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch_geometric) (2.1.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->torch_geometric) (3.2.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->torch_geometric) (3.4)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->torch_geometric) (1.26.16)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->torch_geometric) (2023.7.22)\n",
            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->torch_geometric) (1.3.1)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->torch_geometric) (3.2.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import torch.nn.functional as F\n",
        "from torch_geometric.datasets import Planetoid\n",
        "from torch_geometric.nn import GCNConv\n",
        "import matplotlib.pyplot as plt\n",
        "import networkx as nx"
      ],
      "metadata": {
        "id": "ZfpXQfexHtBG"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dataset = Planetoid(root='data/Cora', name='Cora')\n",
        "data = dataset[0]"
      ],
      "metadata": {
        "id": "3RZQDUKjHwMM"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class Net(torch.nn.Module):\n",
        "    def __init__(self, in_ch, hid_ch, out_ch):\n",
        "        super(Net, self).__init__()\n",
        "        self.conv1 = GCNConv(in_ch, hid_ch)\n",
        "        self.conv2 = GCNConv(hid_ch, out_ch)\n",
        "\n",
        "    def forward(self, x, edge_index):\n",
        "        x = self.conv1(x, edge_index)\n",
        "        x = F.relu(x)\n",
        "        x = self.conv2(x, edge_index)\n",
        "        return F.log_softmax(x, dim=1)"
      ],
      "metadata": {
        "id": "jIPTPuoyHyuY"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "in_ch = dataset.num_features\n",
        "hid_ch = 16\n",
        "out_ch = dataset.num_classes\n",
        "lr = 0.01\n",
        "epochs = 200"
      ],
      "metadata": {
        "id": "zJ_Ir_HxH12W"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model = Net(in_ch, hid_ch, out_ch)\n",
        "optimizer = torch.optim.Adam(model.parameters(), lr=lr)"
      ],
      "metadata": {
        "id": "n2-ylcPBH4nY"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for epoch in range(epochs):\n",
        "    model.train()\n",
        "    optimizer.zero_grad()\n",
        "    out = model(data.x, data.edge_index)\n",
        "    loss = F.nll_loss(out[data.train_mask], data.y[data.train_mask])\n",
        "    loss.backward()\n",
        "    optimizer.step()"
      ],
      "metadata": {
        "id": "q1O_naCQH6dV"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.eval()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t2YLeVW-H8ws",
        "outputId": "5cdb2ee4-5068-4172-db0a-af4c1b00958b"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Net(\n",
              "  (conv1): GCNConv(1433, 16)\n",
              "  (conv2): GCNConv(16, 7)\n",
              ")"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "with torch.no_grad():\n",
        "    logits = model(data.x, data.edge_index)\n",
        "    pred = logits.argmax(dim=1)\n",
        "    correct = pred[data.test_mask].eq(data.y[data.test_mask]).sum().item()\n",
        "    accuracy = correct / data.test_mask.sum().item()\n",
        "    print(f\"Test Acc: {accuracy:.4f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "avxQ9xPEH_wi",
        "outputId": "d4a2cc4c-5ee6-4235-839e-8efbbaf75e4d"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Test Acc: 0.7730\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "G = nx.DiGraph()\n",
        "\n",
        "\n",
        "G.add_node(\"Node Features\")\n",
        "G.add_node(\"GCN Layer 1\")\n",
        "G.add_node(\"ReLU Activation\")\n",
        "G.add_node(\"GCN Layer 2\")\n",
        "G.add_node(\"Final Node Classifications\")\n",
        "\n",
        "\n",
        "G.add_edge(\"Node Features\", \"GCN Layer 1\")\n",
        "G.add_edge(\"GCN Layer 1\", \"ReLU Activation\")\n",
        "G.add_edge(\"ReLU Activation\", \"GCN Layer 2\")\n",
        "G.add_edge(\"GCN Layer 2\", \"Final Node Classifications\")\n",
        "\n",
        "\n",
        "pos = nx.spring_layout(G)\n",
        "nx.draw(G, pos, with_labels=True, node_size=2000, node_color=\"skyblue\", font_size=10, font_color=\"black\", font_weight=\"bold\")\n",
        "plt.title(\"Simplified GNN Architecture\")\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 539
        },
        "id": "7qNyxAGpJDRD",
        "outputId": "f4bc523a-f8df-4021-decc-8cdc7d8a6c18"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "G = nx.DiGraph()\n",
        "layers = [\"Node Features\", \"GCN Layer 1\", \"ReLU Activation\", \"GCN Layer 2\", \"Final Node Classifications\"]\n",
        "for i in range(len(layers) - 1):\n",
        "    G.add_edge(layers[i], layers[i + 1])\n",
        "\n",
        "pos = nx.spring_layout(G)\n",
        "nx.draw(G, pos, with_labels=True, node_size=2000, node_color=\"skyblue\", font_size=10, font_color=\"black\", font_weight=\"bold\")\n",
        "plt.title(\"Simplified GNN Architecture\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 556
        },
        "id": "mNFzvj2HJnZn",
        "outputId": "bb2ef2ea-c2d5-4746-c9f9-7617dc272926"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Simplified GNN Architecture')"
            ]
          },
          "metadata": {},
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "G = nx.Graph()\n",
        "G.add_nodes_from(range(data.num_nodes))\n",
        "G.add_edges_from(data.edge_index.t().tolist())\n",
        "\n",
        "pos = nx.spring_layout(G)\n",
        "node_colors = pred.cpu().numpy()\n",
        "\n",
        "\n",
        "nx.draw(G, pos, node_size=10, node_color=node_colors, cmap=plt.cm.tab20c)\n",
        "plt.title('Graph Visualization with Predicted Labels')\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 659
        },
        "id": "etEzxCrzIIC9",
        "outputId": "a777545a-51c4-47ea-d38f-e1fd15f57398"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.eval()"
      ],
      "metadata": {
        "id": "1mccMTncJ0W5",
        "outputId": "706f2037-40e2-4fe8-de91-6022977d4f5b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Net(\n",
              "  (conv1): GCNConv(1433, 16)\n",
              "  (conv2): GCNConv(16, 7)\n",
              ")"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    }
  ]
}